Yolo-Based Improvements in Remote Sensing Image Applications

Table 4

Comparison experiment on the HRRSD dataset.

	Fast RCNN	GACL; fast RCNN	Faster RCNN	GACL; faster RCNN	YOLOv3	YOLOv3-DE	YOLOv4	YOLOv5	YOLOv7
Ship	75.0	74.3	88.5	88.5	78.8	89.87	85.09	95	95.8
Bridge	75.1	76.7	85.5	85.6	79.78	89.7	85.54	83.4	86.9
Ground track field	90.0	89.6	90.6	90.7	90.32	90.34	89.04	90.6	93.4
Storage tank	79.8	80.4	88.7	89.2	89.12	89.67	89.82	96	98.6
Basketball court	36.7	42.1	47.9	49.7	60.92	72.39	67.1	75.7	85.3
Tennis court	75.0	77.0	80.7	80.8	89.41	90.22	88.77	92.6	96.5
Airplane	83.3	85.1	90.8	90.8	90.84	90.88	90.43	94.7	97.7
Baseball diamond	83.6	82.6	86.9	87.2	73.54	88.4	81.38	83.5	88.4
Harbor	76.0	78.4	89.4	89.7	87.68	90.12	90.24	96.8	97.8
Vehicle	46.1	50.7	84.0	86.9	88.59	89.97	83.61	91.5	94.3
Crossroad	67.1	68.7	88.6	88.2	87.41	87.83	88.96	84.4	87.9
T junction	39.2	38.8	75.1	75.0	73.53	73.55	66.98	84	89.5
Parking lot	37.5	39.5	63.3	65.3	57.62	62.91	59.96	61	72.1
Mean AP	66.5	68.0	81.5	82.1	80.58	85.065	82.071	86.8615	91.092